Dataset Analysis

Dataset statistics

Number of variables	12
Number of observations	681
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	0.1%
Total size in memory	176.4 KiB
Average record size in memory	265.2 B

Variable types

Categorical	2
Numeric	10

Alerts

Dataset has 1 (0.1%) duplicate rows	Duplicates
`Nombre` has a high cardinality: 233 distinct values	High cardinality
`Acustica` is highly overall correlated with `Energía` and 1 other fields	High correlation
`Energía` is highly overall correlated with `Acustica` and 2 other fields	High correlation
`Sonoridad` is highly overall correlated with `Acustica` and 1 other fields	High correlation
`Valencia` is highly overall correlated with `Energía`	High correlation
`Instrumentalidad` has 264 (38.8%) zeros	Zeros

Reproduction

Analysis started	2023-04-07 19:34:20.620645
Analysis finished	2023-04-07 19:34:56.761470
Duration	36.14 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Nombre
Categorical

Distinct	233
Distinct (%)	34.2%
Missing	0
Missing (%)	0.0%
Memory size	58.5 KiB

Welcome To New York	7
This Love	7
I Know Places	7
How You Get The Girl	7
All You Had To Do Was Stay	7
Other values (228)	646

Length

Max length	84
Median length	56
Mean length	17.259912
Min length	2

Characters and Unicode

Total characters	11754
Distinct characters	64
Distinct categories	10 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	61 ?
Unique (%)	9.0%

Sample

1st row	Anti-Hero
2nd row	Lavender Haze
3rd row	Don’t Blame Me
4th row	Midnight Rain
5th row	cardigan

Common Values

Value	Count	Frequency (%)
Welcome To New York	7	1.0%
This Love	7	1.0%
I Know Places	7	1.0%
How You Get The Girl	7	1.0%
All You Had To Do Was Stay	7	1.0%
I Wish You Would	7	1.0%
Clean	7	1.0%
Blank Space	7	1.0%
Shake It Off	7	1.0%
Style	7	1.0%
Other values (223)	611	89.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	117	5.5%
version	91	4.3%
you	58	2.7%
taylor's	48	2.3%
i	41	1.9%
feat	38	1.8%
taylor’s	36	1.7%
me	34	1.6%
	29	1.4%
to	25	1.2%
Other values (363)	1605	75.6%

Most occurring characters

Value	Count	Frequency (%)
	1441	12.3%
e	1159	9.9%
o	808	6.9%
a	693	5.9%
r	687	5.8%
t	535	4.6%
n	522	4.4%
i	499	4.2%
s	479	4.1%
l	454	3.9%
Other values (54)	4477	38.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7967	67.8%
Uppercase Letter	1774	15.1%
Space Separator	1441	12.3%
Other Punctuation	181	1.5%
Open Punctuation	151	1.3%
Close Punctuation	151	1.3%
Final Punctuation	45	0.4%
Dash Punctuation	21	0.2%
Decimal Number	18	0.2%
Initial Punctuation	5	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1159	14.5%
o	808	10.1%
a	693	8.7%
r	687	8.6%
t	535	6.7%
n	522	6.6%
i	499	6.3%
s	479	6.0%
l	454	5.7%
h	359	4.5%
Other values (15)	1772	22.2%

Uppercase Letter

Value	Count	Frequency (%)
T	288	16.2%
S	149	8.4%
W	122	6.9%
V	121	6.8%
B	117	6.6%
I	91	5.1%
M	86	4.8%
Y	80	4.5%
O	79	4.5%
A	75	4.2%
Other values (14)	566	31.9%

Other Punctuation

Value	Count	Frequency (%)
'	77	42.5%
.	72	39.8%
,	13	7.2%
&	11	6.1%
?	6	3.3%
!	2	1.1%

Decimal Number

Value	Count	Frequency (%)
2	10	55.6%
1	6	33.3%
0	2	11.1%

Space Separator

Value	Count	Frequency (%)
	1441	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	151	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	151	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	45	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	21	100.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9741	82.9%
Common	2013	17.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1159	11.9%
o	808	8.3%
a	693	7.1%
r	687	7.1%
t	535	5.5%
n	522	5.4%
i	499	5.1%
s	479	4.9%
l	454	4.7%
h	359	3.7%
Other values (39)	3546	36.4%

Common

Value	Count	Frequency (%)
	1441	71.6%
(	151	7.5%
)	151	7.5%
'	77	3.8%
.	72	3.6%
’	45	2.2%
-	21	1.0%
,	13	0.6%
&	11	0.5%
2	10	0.5%
Other values (5)	21	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11704	99.6%
Punctuation	50	0.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1441	12.3%
e	1159	9.9%
o	808	6.9%
a	693	5.9%
r	687	5.9%
t	535	4.6%
n	522	4.5%
i	499	4.3%
s	479	4.1%
l	454	3.9%
Other values (52)	4427	37.8%

Punctuation

Value	Count	Frequency (%)
’	45	90.0%
‘	5	10.0%

Album
Categorical

Distinct	22
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Memory size	53.8 KiB

Fearless	61
Red (Taylor's Version)	58
evermore	45
Red (Deluxe Edition)	42
Midnights (3am Edition)	40
Other values (17)	435

Length

Max length	27
Median length	22
Mean length	15.933921
Min length	3

Characters and Unicode

Total characters	10851
Distinct characters	41
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Midnights
2nd row	Midnights
3rd row	reputation
4th row	Midnights
5th row	folklore

Common Values

Value	Count	Frequency (%)
Fearless	61	9.0%
Red (Taylor's Version)	58	8.5%
evermore	45	6.6%
Red (Deluxe Edition)	42	6.2%
Midnights (3am Edition)	40	5.9%
1989	39	5.7%
evermore (deluxe version)	34	5.0%
folklore (deluxe version)	34	5.0%
folklore	32	4.7%
1989 (Deluxe)	32	4.7%
Other values (12)	264	38.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
deluxe	211	14.2%
edition	169	11.3%
version	152	10.2%
fearless	125	8.4%
red	116	7.8%
1989	102	6.9%
taylor's	84	5.6%
evermore	79	5.3%
midnights	66	4.4%
folklore	66	4.4%
Other values (9)	319	21.4%

Most occurring characters

Value	Count	Frequency (%)
e	1362	12.6%
	808	7.4%
o	743	6.8%
i	703	6.5%
r	646	6.0%
l	618	5.7%
s	552	5.1%
n	440	4.1%
a	436	4.0%
d	419	3.9%
Other values (31)	4124	38.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7752	71.4%
Uppercase Letter	1051	9.7%
Space Separator	808	7.4%
Decimal Number	448	4.1%
Close Punctuation	354	3.3%
Open Punctuation	354	3.3%
Other Punctuation	84	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1362	17.6%
o	743	9.6%
i	703	9.1%
r	646	8.3%
l	618	8.0%
s	552	7.1%
n	440	5.7%
a	436	5.6%
d	419	5.4%
t	331	4.3%
Other values (12)	1502	19.4%

Uppercase Letter

Value	Count	Frequency (%)
E	169	16.1%
D	143	13.6%
F	125	11.9%
R	116	11.0%
T	112	10.7%
S	94	8.9%
V	84	8.0%
N	66	6.3%
M	66	6.3%
P	58	5.5%

Decimal Number

Value	Count	Frequency (%)
9	204	45.5%
8	102	22.8%
1	102	22.8%
3	40	8.9%

Space Separator

Value	Count	Frequency (%)
	808	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	354	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	354	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	84	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8803	81.1%
Common	2048	18.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1362	15.5%
o	743	8.4%
i	703	8.0%
r	646	7.3%
l	618	7.0%
s	552	6.3%
n	440	5.0%
a	436	5.0%
d	419	4.8%
t	331	3.8%
Other values (23)	2553	29.0%

Common

Value	Count	Frequency (%)
	808	39.5%
)	354	17.3%
(	354	17.3%
9	204	10.0%
8	102	5.0%
1	102	5.0%
'	84	4.1%
3	40	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10851	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1362	12.6%
	808	7.4%
o	743	6.8%
i	703	6.5%
r	646	6.0%
l	618	5.7%
s	552	5.1%
n	440	4.1%
a	436	4.0%
d	419	3.9%
Other values (31)	4124	38.0%

Acustica
Real number (ℝ)

Distinct	353
Distinct (%)	51.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31304133

Minimum	0.000191
Maximum	0.971
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0.000191
5-th percentile	0.00245
Q1	0.0371
median	0.162
Q3	0.637
95-th percentile	0.878
Maximum	0.971
Range	0.970809
Interquartile range (IQR)	0.5999

Descriptive statistics

Standard deviation	0.32479651
Coefficient of variation (CV)	1.0375516
Kurtosis	-1.1250239
Mean	0.31304133
Median Absolute Deviation (MAD)	0.15271
Skewness	0.69631297
Sum	213.18114
Variance	0.10549278
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.878	7	1.0%
0.819	6	0.9%
0.13	5	0.7%
0.92	5	0.7%
0.835	5	0.7%
0.0158	5	0.7%
0.0871	5	0.7%
0.101	5	0.7%
0.937	5	0.7%
0.00463	5	0.7%
Other values (343)	628	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000191	1	0.1%
0.000197	3	0.4%
0.000315	2	0.3%
0.000328	2	0.3%
0.000443	2	0.3%
0.000743	3	0.4%
0.00103	4	0.6%
0.00108	2	0.3%
0.00115	2	0.3%
0.00188	2	0.3%

Value	Count	Frequency (%)
0.971	1	0.1%
0.967	2	0.3%
0.966	4	0.6%
0.964	2	0.3%
0.937	5	0.7%
0.921	1	0.1%
0.92	5	0.7%
0.918	3	0.4%
0.916	1	0.1%
0.907	1	0.1%

Bailabilida
Real number (ℝ)

Distinct	251
Distinct (%)	36.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58687225

Minimum	0.175
Maximum	0.897
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0.175
5-th percentile	0.392
Q1	0.519
median	0.596
Q3	0.651
95-th percentile	0.771
Maximum	0.897
Range	0.722
Interquartile range (IQR)	0.132

Descriptive statistics

Standard deviation	0.11077364
Coefficient of variation (CV)	0.18875257
Kurtosis	0.30275123
Mean	0.58687225
Median Absolute Deviation (MAD)	0.062
Skewness	-0.16499946
Sum	399.66
Variance	0.0122708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.602	14	2.1%
0.605	12	1.8%
0.553	10	1.5%
0.624	10	1.5%
0.559	10	1.5%
0.546	10	1.5%
0.598	9	1.3%
0.622	8	1.2%
0.596	7	1.0%
0.588	7	1.0%
Other values (241)	584	85.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.175	1	0.1%
0.292	1	0.1%
0.298	3	0.4%
0.31	1	0.1%
0.313	1	0.1%
0.316	3	0.4%
0.317	1	0.1%
0.329	2	0.3%
0.334	1	0.1%
0.336	1	0.1%

Value	Count	Frequency (%)
0.897	1	0.1%
0.875	1	0.1%
0.87	2	0.3%
0.843	3	0.4%
0.842	1	0.1%
0.841	2	0.3%
0.828	2	0.3%
0.824	1	0.1%
0.815	3	0.4%
0.811	1	0.1%

Energía
Real number (ℝ)

Distinct	313
Distinct (%)	46.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58515565

Minimum	0.151
Maximum	0.95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0.151
5-th percentile	0.27
Q1	0.458
median	0.606
Q3	0.733
95-th percentile	0.854
Maximum	0.95
Range	0.799
Interquartile range (IQR)	0.275

Descriptive statistics

Standard deviation	0.18274752
Coefficient of variation (CV)	0.31230582
Kurtosis	-0.77600231
Mean	0.58515565
Median Absolute Deviation (MAD)	0.141
Skewness	-0.22433064
Sum	398.491
Variance	0.033396655
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.634	10	1.5%
0.488	10	1.5%
0.777	9	1.3%
0.377	7	1.0%
0.459	7	1.0%
0.736	6	0.9%
0.785	6	0.9%
0.38	6	0.9%
0.791	5	0.7%
0.841	5	0.7%
Other values (303)	610	89.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.151	1	0.1%
0.156	1	0.1%
0.159	1	0.1%
0.16	2	0.3%
0.161	1	0.1%
0.163	1	0.1%
0.175	1	0.1%
0.178	1	0.1%
0.181	3	0.4%
0.182	1	0.1%

Value	Count	Frequency (%)
0.95	2	0.3%
0.944	2	0.3%
0.935	1	0.1%
0.934	2	0.3%
0.917	4	0.6%
0.909	1	0.1%
0.902	2	0.3%
0.898	4	0.6%
0.896	3	0.4%
0.893	3	0.4%

Instrumentalidad
Real number (ℝ)

Distinct	240
Distinct (%)	35.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0051035166

Minimum	0
Maximum	0.488
Zeros	264
Zeros (%)	38.8%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.15 × 10^-6
Q3	7.59 × 10^-5
95-th percentile	0.00322
Maximum	0.488
Range	0.488
Interquartile range (IQR)	7.59 × 10^-5

Descriptive statistics

Standard deviation	0.036005696
Coefficient of variation (CV)	7.0550758
Kurtosis	104.74076
Mean	0.0051035166
Median Absolute Deviation (MAD)	3.15 × 10^-6
Skewness	9.5446683
Sum	3.4754948
Variance	0.0012964102
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	264	38.8%
1.64 × 10^-6	7	1.0%
0.00179	5	0.7%
1.76 × 10^-6	4	0.6%
0.00138	4	0.6%
0.00144	4	0.6%
6.16 × 10^-6	3	0.4%
0.166	3	0.4%
1.19 × 10^-5	3	0.4%
2.02 × 10^-5	3	0.4%
Other values (230)	381	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	264	38.8%
1 × 10^-6	2	0.3%
1.03 × 10^-6	1	0.1%
1.04 × 10^-6	2	0.3%
1.07 × 10^-6	1	0.1%
1.08 × 10^-6	2	0.3%
1.1 × 10^-6	1	0.1%
1.2 × 10^-6	2	0.3%
1.21 × 10^-6	2	0.3%
1.23 × 10^-6	1	0.1%

Value	Count	Frequency (%)
0.488	1	0.1%
0.465	1	0.1%
0.348	1	0.1%
0.218	1	0.1%
0.184	2	0.3%
0.179	3	0.4%
0.166	3	0.4%
0.113	2	0.3%
0.0337	3	0.4%
0.00868	3	0.4%

En Vivo
Real number (ℝ)

Distinct	231
Distinct (%)	33.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14138429

Minimum	0.0335
Maximum	0.594
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0.0335
5-th percentile	0.073
Q1	0.0977
median	0.114
Q3	0.148
95-th percentile	0.333
Maximum	0.594
Range	0.5605
Interquartile range (IQR)	0.0503

Descriptive statistics

Standard deviation	0.077198274
Coefficient of variation (CV)	0.54601735
Kurtosis	4.3648978
Mean	0.14138429
Median Absolute Deviation (MAD)	0.0222
Skewness	2.0084677
Sum	96.2827
Variance	0.0059595734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.101	20	2.9%
0.113	20	2.9%
0.106	17	2.5%
0.114	14	2.1%
0.115	14	2.1%
0.121	14	2.1%
0.102	13	1.9%
0.108	13	1.9%
0.117	13	1.9%
0.111	12	1.8%
Other values (221)	531	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0335	1	0.1%
0.0357	2	0.3%
0.0391	1	0.1%
0.0398	2	0.3%
0.0419	2	0.3%
0.0437	1	0.1%
0.0477	1	0.1%
0.0566	1	0.1%
0.0576	2	0.3%
0.0594	3	0.4%

Value	Count	Frequency (%)
0.594	1	0.1%
0.499	1	0.1%
0.497	1	0.1%
0.483	1	0.1%
0.382	1	0.1%
0.37	2	0.3%
0.363	1	0.1%
0.36	2	0.3%
0.359	2	0.3%
0.356	1	0.1%

Sonoridad
Real number (ℝ)

Distinct	400
Distinct (%)	58.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-7.3329883

Minimum	-15.48
Maximum	-2.098
Zeros	0
Zeros (%)	0.0%
Negative	681
Negative (%)	100.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	-15.48
5-th percentile	-12.411
Q1	-9.014
median	-6.937
Q3	-5.295
95-th percentile	-3.648
Maximum	-2.098
Range	13.382
Interquartile range (IQR)	3.719

Descriptive statistics

Standard deviation	2.7765125
Coefficient of variation (CV)	-0.37863316
Kurtosis	-0.073132323
Mean	-7.3329883
Median Absolute Deviation (MAD)	1.912
Skewness	-0.63123679
Sum	-4993.765
Variance	7.7090219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-9.195	5	0.7%
-7.039	5	0.7%
-4.991	5	0.7%
-8.193	5	0.7%
-10.813	4	0.6%
-8.768	4	0.6%
-6.112	4	0.6%
-5.572	4	0.6%
-5.414	4	0.6%
-5.421	4	0.6%
Other values (390)	637	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15.48	1	0.1%
-15.434	1	0.1%
-15.418	1	0.1%
-15.412	1	0.1%
-15.065	3	0.4%
-15.01	1	0.1%
-14.919	1	0.1%
-14.899	1	0.1%
-14.889	1	0.1%
-14.875	1	0.1%

Value	Count	Frequency (%)
-2.098	2	0.3%
-2.627	2	0.3%
-2.641	2	0.3%
-2.881	2	0.3%
-2.934	1	0.1%
-2.94	2	0.3%
-2.976	2	0.3%
-3.002	2	0.3%
-3.057	1	0.1%
-3.079	1	0.1%

Letra
Real number (ℝ)

Distinct	279
Distinct (%)	41.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.052882232

Minimum	0.0239
Maximum	0.519
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0.0239
5-th percentile	0.026
Q1	0.0302
median	0.0363
Q3	0.0537
95-th percentile	0.165
Maximum	0.519
Range	0.4951
Interquartile range (IQR)	0.0235

Descriptive statistics

Standard deviation	0.049465025
Coefficient of variation (CV)	0.93538082
Kurtosis	24.398808
Mean	0.052882232
Median Absolute Deviation (MAD)	0.0082
Skewness	4.2564289
Sum	36.0128
Variance	0.0024467887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0264	14	2.1%
0.0308	10	1.5%
0.0273	8	1.2%
0.0275	8	1.2%
0.0323	8	1.2%
0.031	8	1.2%
0.0347	8	1.2%
0.0328	7	1.0%
0.0337	7	1.0%
0.0324	7	1.0%
Other values (269)	596	87.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0239	2	0.3%
0.0243	5	0.7%
0.0245	3	0.4%
0.0246	2	0.3%
0.025	2	0.3%
0.0251	2	0.3%
0.0253	1	0.1%
0.0254	2	0.3%
0.0255	2	0.3%
0.0256	4	0.6%

Value	Count	Frequency (%)
0.519	1	0.1%
0.402	1	0.1%
0.39	1	0.1%
0.364	1	0.1%
0.361	1	0.1%
0.249	2	0.3%
0.246	1	0.1%
0.245	3	0.4%
0.239	1	0.1%
0.204	1	0.1%

Tempo
Real number (ℝ)

Distinct	419
Distinct (%)	61.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.66027

Minimum	68.534
Maximum	207.476
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	68.534
5-th percentile	79.846
Q1	96.962
median	119.966
Q3	143.95
95-th percentile	171.319
Maximum	207.476
Range	138.942
Interquartile range (IQR)	46.988

Descriptive statistics

Standard deviation	29.261573
Coefficient of variation (CV)	0.23855788
Kurtosis	-0.42309208
Mean	122.66027
Median Absolute Deviation (MAD)	23.863
Skewness	0.42069587
Sum	83531.642
Variance	856.23966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
96.103	5	0.7%
109.993	4	0.6%
130.033	4	0.6%
103.981	4	0.6%
96.969	4	0.6%
159.965	3	0.4%
110.107	3	0.4%
85.984	3	0.4%
129.86	3	0.4%
116.992	3	0.4%
Other values (409)	645	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
68.534	1	0.1%
70.008	1	0.1%
71.981	2	0.3%
73.942	2	0.3%
73.975	1	0.1%
74.9	2	0.3%
74.952	3	0.4%
74.957	1	0.1%
75.602	3	0.4%
75.938	1	0.1%

Value	Count	Frequency (%)
207.476	1	0.1%
204.125	1	0.1%
204.12	1	0.1%
203.959	2	0.3%
200.391	1	0.1%
200.056	1	0.1%
200.017	2	0.3%
199.997	2	0.3%
185.972	2	0.3%
185.262	1	0.1%

Valencia
Real number (ℝ)

Distinct	312
Distinct (%)	45.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40921689

Minimum	0.0374
Maximum	0.943
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	0.0374
5-th percentile	0.113
Q1	0.248
median	0.402
Q3	0.535
95-th percentile	0.767
Maximum	0.943
Range	0.9056
Interquartile range (IQR)	0.287

Descriptive statistics

Standard deviation	0.19766889
Coefficient of variation (CV)	0.48304188
Kurtosis	-0.21739351
Mean	0.40921689
Median Absolute Deviation (MAD)	0.139
Skewness	0.44559511
Sum	278.6767
Variance	0.039072992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.211	8	1.2%
0.545	7	1.0%
0.287	7	1.0%
0.208	7	1.0%
0.472	7	1.0%
0.535	6	0.9%
0.374	6	0.9%
0.32	6	0.9%
0.467	6	0.9%
0.351	6	0.9%
Other values (302)	615	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0374	1	0.1%
0.0379	1	0.1%
0.0382	1	0.1%
0.0384	1	0.1%
0.0499	1	0.1%
0.0656	1	0.1%
0.068	1	0.1%
0.0828	2	0.3%
0.0851	1	0.1%
0.0858	2	0.3%

Value	Count	Frequency (%)
0.943	4	0.6%
0.942	3	0.4%
0.928	3	0.4%
0.92	3	0.4%
0.919	2	0.3%
0.865	1	0.1%
0.84	2	0.3%
0.831	1	0.1%
0.827	1	0.1%
0.825	2	0.3%

Popularidad
Real number (ℝ)

Distinct	81
Distinct (%)	11.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.132159

Minimum	4
Maximum	91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.6 KiB

Quantile statistics

Minimum	4
5-th percentile	17
Q1	38
median	52
Q3	62
95-th percentile	74
Maximum	91
Range	87
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	18.097534
Coefficient of variation (CV)	0.36834397
Kurtosis	-0.47976515
Mean	49.132159
Median Absolute Deviation (MAD)	12
Skewness	-0.4843998
Sum	33459
Variance	327.52074
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61	23	3.4%
62	23	3.4%
64	19	2.8%
59	19	2.8%
56	18	2.6%
57	18	2.6%
48	17	2.5%
63	16	2.3%
49	15	2.2%
40	15	2.2%
Other values (71)	498	73.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	0.1%
5	5	0.7%
6	3	0.4%
7	3	0.4%
8	1	0.1%
9	3	0.4%
10	2	0.3%
11	2	0.3%
12	7	1.0%
14	3	0.4%

Value	Count	Frequency (%)
91	1	0.1%
85	1	0.1%
83	1	0.1%
82	3	0.4%
81	1	0.1%
80	1	0.1%
79	8	1.2%
78	2	0.3%
77	3	0.4%
76	3	0.4%

Auto

Heatmap
Table

	Acustica	Bailabilida	Energía	Instrumentalidad	En Vivo	Sonoridad	Letra	Tempo	Valencia	Popularidad	Album
Acustica	1.000	-0.130	-0.682	0.050	-0.061	-0.707	-0.006	-0.039	-0.250	0.022	0.274
Bailabilida	-0.130	1.000	0.081	-0.009	-0.018	-0.014	0.215	-0.146	0.333	0.050	0.190
Energía	-0.682	0.081	1.000	-0.006	0.141	0.753	0.215	0.173	0.537	-0.052	0.189
Instrumentalidad	0.050	-0.009	-0.006	1.000	-0.145	-0.316	0.318	0.013	0.024	0.051	0.101
En Vivo	-0.061	-0.018	0.141	-0.145	1.000	0.191	0.002	0.084	-0.044	-0.043	0.150
Sonoridad	-0.707	-0.014	0.753	-0.316	0.191	1.000	-0.160	0.152	0.320	-0.098	0.332
Letra	-0.006	0.215	0.215	0.318	0.002	-0.160	1.000	0.237	0.188	0.223	0.179
Tempo	-0.039	-0.146	0.173	0.013	0.084	0.152	0.237	1.000	0.072	-0.003	0.135
Valencia	-0.250	0.333	0.537	0.024	-0.044	0.320	0.188	0.072	1.000	-0.008	0.198
Popularidad	0.022	0.050	-0.052	0.051	-0.043	-0.098	0.223	-0.003	-0.008	1.000	0.423
Album	0.274	0.190	0.189	0.101	0.150	0.332	0.179	0.135	0.198	0.423	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Nombre	Album	Acustica	Bailabilida	Energía	Instrumentalidad	En Vivo	Sonoridad	Letra	Tempo	Valencia	Popularidad
42	Anti-Hero	Midnights	0.130	0.637	0.643	0.000002	0.1420	-6.571	0.0519	97.008	0.5330	91
40	Lavender Haze	Midnights	0.258	0.733	0.436	0.000573	0.1570	-10.489	0.0800	96.985	0.0976	85
401	Don’t Blame Me	reputation	0.106	0.615	0.534	0.000018	0.0607	-6.719	0.0386	135.917	0.1930	83
45	Midnight Rain	Midnights	0.690	0.643	0.363	0.000052	0.1150	-11.738	0.0767	139.865	0.2300	82
334	cardigan	folklore	0.537	0.613	0.581	0.000345	0.2500	-8.588	0.0424	130.033	0.5510	82
670	Blank Space	1989 (Deluxe)	0.103	0.760	0.703	0.000000	0.0913	-5.412	0.0540	95.997	0.5700	82
367	Lover	Lover	0.492	0.359	0.543	0.000016	0.1180	-7.582	0.0919	68.534	0.4530	81
366	Cruel Summer	Lover	0.117	0.552	0.702	0.000021	0.1050	-5.707	0.1570	169.994	0.5640	80
43	Snow On The Beach (feat. Lana Del Rey)	Midnights	0.690	0.663	0.319	0.000993	0.1170	-13.481	0.0375	109.957	0.1930	79
44	You're On Your Own, Kid	Midnights	0.401	0.696	0.396	0.000005	0.1250	-10.289	0.0656	120.041	0.3800	79

	Nombre	Album	Acustica	Bailabilida	Energía	Instrumentalidad	En Vivo	Sonoridad	Letra	Tempo	Valencia	Popularidad
654	Wonderland	1989 (Deluxe Edition)	0.04550	0.425	0.699	0.000046	0.1740	-5.449	0.0481	183.880	0.2000	7
645	All You Had To Do Was Stay	1989 (Deluxe Edition)	0.00196	0.602	0.736	0.000046	0.1050	-5.778	0.0338	96.969	0.4710	6
646	Shake It Off	1989 (Deluxe Edition)	0.05610	0.647	0.785	0.000000	0.1480	-5.414	0.1650	160.015	0.9430	6
647	I Wish You Would	1989 (Deluxe Edition)	0.01600	0.648	0.898	0.000099	0.1090	-5.963	0.0513	118.020	0.5020	6
641	Welcome To New York	1989 (Deluxe Edition)	0.03800	0.793	0.634	0.000002	0.3040	-4.807	0.0324	117.024	0.6150	5
649	Wildest Dreams	1989 (Deluxe Edition)	0.07020	0.554	0.666	0.005930	0.1060	-7.414	0.0747	140.056	0.4720	5
650	How You Get The Girl	1989 (Deluxe Edition)	0.00461	0.764	0.660	0.004770	0.0915	-6.136	0.0494	119.988	0.5240	5
652	I Know Places	1989 (Deluxe Edition)	0.23100	0.596	0.763	0.000000	0.2000	-4.990	0.0661	159.958	0.5070	5
653	Clean	1989 (Deluxe Edition)	0.24100	0.810	0.379	0.000000	0.1130	-7.771	0.0349	103.981	0.2200	5
651	This Love	1989 (Deluxe Edition)	0.63500	0.475	0.459	0.000000	0.1010	-8.768	0.0333	143.988	0.0828	4

Most frequently occurring

	Nombre	Album	Acustica	Bailabilida	Energía	Instrumentalidad	En Vivo	Sonoridad	Letra	Tempo	Valencia	Popularidad	# duplicates
0	Cold As You	Taylor Swift	0.217	0.418	0.482	0.0	0.123	-5.769	0.0266	175.558	0.261	51	2

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Space Separator

Open Punctuation

Close Punctuation

Final Punctuation

Dash Punctuation

Initial Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Punctuation

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Space Separator

Close Punctuation

Open Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring